From Reviewers' Lens: Understanding Bug Bounty Report Invalid Reasons with LLMs

Bug bounty platforms e.g., HackerOne, BugCrowd leverage crowd-sourced vulnerability discovery to improve continuous coverage, reduce the cost of discovery, and serve as an integral complement to internal red teams. With the rise of AI-generated bug reports, little work exists to help bug hunters...

PT-2025-31615 · Apache · Apache Http Server

Name of the Vulnerable Software and Affected Versions: Apache HTTP Server affected versions not specified Description: The reported issue is a Cross-Site Request Forgery CSRF. The reason for rejection is stated as 'Not used'. Recommendations: At the moment, there is no information about a newer...

PT-2025-31176 · Citrix · Citrix Netscaler

Name of the Vulnerable Software and Affected Versions: Citrix NetScaler affected versions not specified Description: The vulnerability is a denial of service issue. The reason for rejection is stated as 'Not used'. Recommendations: At the moment, there is no information about a newer version that...

PT-2025-29089 · Undefined · Undefined

CVE-2025-53750 Rejected reason https://t.co/4K6O6ugtI2...

PT-2025-29090 · Undefined · Undefined

CVE-2025-53752 Rejected reason https://t.co/gWCiSuoxtb...

PT-2025-28978 · Undefined · Undefined

CVE-2025-0646 Rejected reason https://t.co/dA7S4AYLRn...

PT-2025-28059 · Undefined · Undefined

CVE-2025-1573 Rejected reason https://t.co/GBPmr8ATNm...

PT-2025-28056 · Undefined · Undefined

CVE-2025-1317 Rejected reason https://t.co/intknACJNT...